{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true,
    "slideshow": {
     "slide_type": "-"
    }
   },
   "source": [
    "<p align=\"center\">\n",
    "    <img src=\"https://github.com/GeostatsGuy/GeostatsPy/blob/master/TCG_color_logo.png?raw=true\" width=\"220\" height=\"240\" />\n",
    "\n",
    "</p>\n",
    "\n",
    "# Data Science Basics in Python Series\n",
    "\n",
    "## Chapter III.b: Matplotlib for Bivariate Data Visualization in Python \n",
    "\n",
    "### Michael Pyrcz, Associate Professor, The University of Texas at Austin \n",
    "\n",
    "*Novel Data Analytics, Geostatistics and Machine Learning Subsurface Solutions*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "source": [
    "#### Data Visualization with MatPlotLib in Python for Engineers and Geoscientists \n",
    "\n",
    "This is a tutorial for / demonstration of **Univariate Data Visualization in Python**. In Python, a common tool for dealing with Data Visualization is the **Matplotlib Python package**\n",
    "\n",
    "* Initiated by John Hunter along with many contributors\n",
    "\n",
    "* Opensource project is a sponsored project of [NumFocus](https://numfocus.org/) \n",
    "\n",
    "This tutorial includes the methods and operations that would commonly be required for Engineers and Geoscientists working with Data Visualization for the purpose of:\n",
    "\n",
    "1. Data Checking and Cleaning\n",
    "2. Data Mining / Inferential Data Analysis\n",
    "3. Predictive Modeling\n",
    "\n",
    "for Data Analytics, Geostatistics and Machine Learning."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "source": [
    "##### Data Visualization\n",
    "\n",
    "Data visualization includes any graphical representation of the data. \n",
    "\n",
    "We will demonstrate basic concepts with only:\n",
    "\n",
    "* bivariate distributions with univariate histograms\n",
    "\n",
    "We will start simple and add more complexity and customization."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "source": [
    "#### Project Goal\n",
    "\n",
    "Learn the basics for working with Bivariate Data Visualization in Python to build practical spatial data analytics, geostatistics and machine learning workflows.\n",
    "\n",
    "* Focus on customization and not a survey of available plot times\n",
    "\n",
    "#### Caveats\n",
    "\n",
    "I included methods that I have found useful for building my geoscience and engineering workflows for subsurface modeling. I think they should be accessible to most geoscientists and engineers. Certainly, there are more advanced, more compact, more efficient methods to accomplish the same tasks. I tried to keep the methods simple. I appreciate feedback and I will use it to improve this tutorial periodically."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "source": [
    "#### Load and Configure the Required Libraries\n",
    "\n",
    "The following code loads the required libraries and sets a plotting default."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [],
   "source": [
    "import os                                       # operating system\n",
    "import numpy as np                              # arrays and matrix math\n",
    "import pandas as pd                             # tabular data\n",
    "import matplotlib.pyplot as plt                 # plotting\n",
    "from matplotlib.ticker import (MultipleLocator, AutoMinorLocator) # control of axes ticks\n",
    "plt.rc('axes', axisbelow=True)                  # set axes and grids in the background for all plots\n",
    "from matplotlib.patches import Rectangle        # drawing shapes on plots\n",
    "import seaborn as sns                           # advanced statistical methods and plots"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "source": [
    "If you get a package import error, you may have to first install some of these packages. This can usually be accomplished by opening up a command window on Windows and then typing 'python -m pip install [package-name]'. More assistance is available with the respective package docs.  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "source": [
    "#### Set the working directory\n",
    "\n",
    "I always like to do this so I don't lose files and to simplify subsequent read and writes (avoid including the full address each time).  Also, in this case make sure to place the required (see below) data file in this directory.  When we are done with this tutorial we will write our new dataset back to this directory.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [],
   "source": [
    "#os.chdir(\"c:/PGE383\")                           # set the working directory"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "source": [
    "#### Loading the Datasets\n",
    "\n",
    "Let's load a tabular dataset from another .csv file, [spatial_nonlinear_MV_facies_v1.csv](https://github.com/GeostatsGuy/GeoDataSets/blob/master/spatial_nonlinear_MV_facies_v1.csv)\n",
    "\n",
    "We cover loading data in these previous **Data Science Basics in Python** lectures, [tabular data](https://www.youtube.com/watch?v=rku5rZxS0AA) and [gridded data](https://www.youtube.com/watch?v=uCRkFwQqdJo)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The tabular data is a <class 'pandas.core.frame.DataFrame'> with 1700 samples.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Por</th>\n",
       "      <th>Perm</th>\n",
       "      <th>Facies</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.884729</td>\n",
       "      <td>777.927713</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5.579639</td>\n",
       "      <td>741.831286</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3.732165</td>\n",
       "      <td>720.502871</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Por        Perm  Facies\n",
       "0  5.884729  777.927713       3\n",
       "1  5.579639  741.831286       3\n",
       "2  3.732165  720.502871       3"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#df = pd.read_csv('nonlinear_facies_v1.csv')    # load the tabular dataset\n",
    "df = pd.read_csv(r'https://raw.githubusercontent.com/GeostatsGuy/GeoDataSets/master/nonlinear_facies_v1.csv')\n",
    "df = df.iloc[:,1:]                              # remove the first feature (column)\n",
    "\n",
    "print('The tabular data is a ' + str(type(df)) + ' with ' + str(len(df)) + ' samples.')     \n",
    "df.head(n=3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Extract the Feature from the Table\n",
    "\n",
    "I do this for concise and readable code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The por is a <class 'numpy.ndarray'> of shape (1700,).\n",
      "The perm is a <class 'numpy.ndarray'> of shape (1700,).\n"
     ]
    }
   ],
   "source": [
    "por = df['Por'].values                          # extract porosity feature a a 1D ndarray\n",
    "perm = df['Perm'].values\n",
    "\n",
    "print('The por is a ' + str(type(por)) + ' of shape ' + str(por.shape) + '.')\n",
    "print('The perm is a ' + str(type(perm)) + ' of shape ' + str(perm.shape) + '.')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Summary Statistics for Plotting\n",
    "\n",
    "Let's calculate the minimum and maximum values for each feature and assign a good range for plotting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The porosity range is [0.0,30.0].\n",
      "The permeability range is [10.0,1200.0].\n"
     ]
    }
   ],
   "source": [
    "print('The porosity range is [' + str(np.min(por)) + ',' + str(np.max(por)) + '].')\n",
    "print('The permeability range is [' + str(np.min(perm)) + ',' + str(np.max(perm)) + '].')\n",
    "pormin = 0.0; pormax = 32.0\n",
    "permmin = 0.0; permmax = 1350.0"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "source": [
    "#### Univariate \n",
    "\n",
    "Let's start with univariate, the basic histogram plots for each of the two feature.\n",
    "\n",
    "* Quite a plain plot\n",
    "* See the previous live code lecture, [Data Science Basics in Python: Univariate Visualization](https://www.youtube.com/watch?v=QQpzwSFC4x0&list=PLG19vXLQHvSAufDFgZEFAYQEwMJXklnQV&index=3) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplot(121)\n",
    "plt.hist(x=por,edgecolor='black',bins=np.linspace(pormin,pormax,11),color='red',alpha=0.2) # basic histogram\n",
    "plt.xlim([pormin,pormax]); plt.xlabel('Porosity (%)'); plt.ylabel('Frequency'); plt.title('Porosity Histogram'); plt.grid(axis='y')\n",
    "\n",
    "plt.subplot(122)\n",
    "plt.hist(x=perm,edgecolor='black',bins=np.linspace(permmin,permmax,11),color='red',alpha=0.2) # basic histogram\n",
    "plt.xlim([permmin,permmax]); plt.xlabel('Permeability (mD)'); plt.ylabel('Frequency'); plt.title('Permeability Histogram'); plt.grid(axis='y')\n",
    "\n",
    "plt.subplots_adjust(left=0.0,bottom=0.0,right=2.0,top=1.1); plt.show() # set plot size and show"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Interesting, the two feature have distinctly difference distributions.\n",
    "\n",
    "* porosity is symmetric while permeability is positively skewed\n",
    "\n",
    "#### Scatter Plots\n",
    "\n",
    "Let's now look at the relationship between the two features\n",
    "\n",
    "* we start with a basic scatter plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x1f6900831c8>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(x=por,y=perm)                       # basic scatter plot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is an interesting dataset. \n",
    "* nonlinear, heteroscedastic, multiple populations"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Design the Plot Space\n",
    "\n",
    "Let's improve the plot by considering and designing the plot space.\n",
    "    \n",
    "* Label the axes (.xlabel(),.ylabel()), always the 'right' answer!\n",
    "* Add a grid (.grid()) to improve our ability to perform 'ocular inspection'\n",
    "* We explicity control the plot size, start considering readability\n",
    "* Consider color (color = string) to separate elements, i.e. foreground and background"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(x=por,y=perm,color = 'red')        # basic scatter plot\n",
    "\n",
    "plt.xlabel('Porosity (%)'); plt.ylabel('Permeability (mD)'); plt.title('Permeability - Porosity Scatter Plot') # axes labels\n",
    "plt.grid()                                     # add grid\n",
    "plt.subplots_adjust(left=0.0,bottom=0.0,right=1.0,top=1.1); plt.show() # set plot size"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Compose the Elements\n",
    "\n",
    "Let's think more about how we can combine all the elements to improve clarity\n",
    "\n",
    "* Outline the data points (edgecolor = string) to better separate the data\n",
    "* Use transparency (alpha < 1.0) to further improve our perception of relative data density, joint probability "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(x=por,y=perm,color = 'red',edgecolor='black',alpha=0.1) # basic scatter plot\n",
    "plt.xlabel('Porosity (%)'); plt.ylabel('Permeability (mD)'); plt.title('Permeability - Porosity Scatter Plot') # axes labels\n",
    "\n",
    "plt.grid()                                     # add grid\n",
    "plt.subplots_adjust(left=0.0,bottom=0.0,right=1.0,top=1.1); plt.show() # set plot size"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Improve the Consistency Between Elements\n",
    "\n",
    "Let's improve the consistency of the plot elements.\n",
    "\n",
    "* Specify the axes' extents (.xlim(),.ylim()) and align yaxes increments with integer frequency\n",
    "* Add a minor grid and ticks for readibility"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(x=por,y=perm,color = 'red',edgecolor='black',alpha=0.1) # basic scatter plot\n",
    "plt.xlabel('Porosity (%)'); plt.ylabel('Permeability (mD)'); plt.title('Permeability - Porosity Scatter Plot') # axes labels\n",
    "plt.xlim([pormin,pormax]); plt.ylim([permmin,permmax]); plt.grid() # add grid\n",
    "\n",
    "plt.gca().grid(True, which='major',linewidth = 1.0); plt.gca().grid(True, which='minor',linewidth = 0.2) # add y grids\n",
    "plt.gca().tick_params(which='major',length=7); plt.gca().tick_params(which='minor', length=4)\n",
    "plt.gca().xaxis.set_minor_locator(AutoMinorLocator()); plt.gca().yaxis.set_minor_locator(AutoMinorLocator()) # turn on minor ticks\n",
    "plt.subplots_adjust(left=0.0,bottom=0.0,right=1.0,top=1.1); plt.show() # set plot size"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Make a Custom Plot Function\n",
    "\n",
    "We have a good plot now, but it requires quite a bit of code.\n",
    "* we can make a convenient function to make this plot for any dataset. I like to do this for concise, read-able workflows."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "my_scatter plot is a <class 'function'>.\n"
     ]
    }
   ],
   "source": [
    "def my_scatterplot(x,xmin,xmax,xlabel,y,ymin,ymax,ylabel,title):\n",
    "    plt.scatter(x=x,y=y,s=15,color = 'red',edgecolor='black',alpha=0.05) # basic scatter plot\n",
    "    plt.xlabel(xlabel); plt.ylabel(ylabel); plt.title(title) # axes labels\n",
    "    plt.xlim([xmin,xmax]); plt.ylim([ymin,ymax]); plt.grid() # add grid\n",
    "    \n",
    "    plt.gca().grid(True, which='major',linewidth = 1.0); plt.gca().grid(True, which='minor',linewidth = 0.2) # add y grids\n",
    "    plt.gca().tick_params(which='major',length=7); plt.gca().tick_params(which='minor', length=4)\n",
    "    plt.gca().xaxis.set_minor_locator(AutoMinorLocator()); plt.gca().yaxis.set_minor_locator(AutoMinorLocator()) # turn on minor ticks\n",
    "    \n",
    "print('my_scatter plot is a ' + str(type(my_scatterplot)) + '.')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's try out our custom plot function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "my_scatterplot(por,pormin,pormax,'Porosity (%)',perm,permmin,permmax,'Permeability (mD)','Permeability vs. Porosity')\n",
    "plt.subplots_adjust(left=0.0,bottom=0.0,right=1.0,top=1.1); plt.show() # set plot size"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Adding a $3^{rd}$ Dimension\n",
    "\n",
    "Of course, we could plot the facies categorical feature to observe the mixture of 3 distinct populations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "scatter = plt.scatter(x=por,y=perm,c = df['Facies'],edgecolor='black',alpha=0.1,cmap=plt.cm.Dark2,label=['Sand','Mixed','Shale']) # basic scatter plot\n",
    "plt.xlabel('Porosity (%)'); plt.ylabel('Permeability (mD)'); plt.title('Permeability - Porosity Scatter Plot') # axes labels\n",
    "plt.xlim([pormin,pormax]); plt.ylim([permmin,permmax]); plt.grid() # add grid\n",
    "\n",
    "legend = plt.gca().legend(*scatter.legend_elements(),loc=\"lower right\", title=\"Facies\")\n",
    "plt.gca().add_artist(legend)\n",
    "\n",
    "plt.gca().grid(True, which='major',linewidth = 1.0); plt.gca().grid(True, which='minor',linewidth = 0.2) # add y grids\n",
    "plt.gca().tick_params(which='major',length=7); plt.gca().tick_params(which='minor', length=4)\n",
    "plt.gca().xaxis.set_minor_locator(AutoMinorLocator()); plt.gca().yaxis.set_minor_locator(AutoMinorLocator()) # turn on minor ticks\n",
    "plt.subplots_adjust(left=0.0,bottom=0.0,right=1.0,top=1.1); plt.show() # set plot size"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Bivariate Conditional Distributions\n",
    "\n",
    "It is often useful to calculate conditional statistics with respect to the other feature binned. First we make our bins over porosity."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Por</th>\n",
       "      <th>Perm</th>\n",
       "      <th>Facies</th>\n",
       "      <th>por_bins</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.884729</td>\n",
       "      <td>777.927713</td>\n",
       "      <td>3</td>\n",
       "      <td>6.857143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5.579639</td>\n",
       "      <td>741.831286</td>\n",
       "      <td>3</td>\n",
       "      <td>6.857143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3.732165</td>\n",
       "      <td>720.502871</td>\n",
       "      <td>3</td>\n",
       "      <td>2.285714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3.081551</td>\n",
       "      <td>545.878794</td>\n",
       "      <td>3</td>\n",
       "      <td>2.285714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>9.079613</td>\n",
       "      <td>888.300959</td>\n",
       "      <td>3</td>\n",
       "      <td>6.857143</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Por        Perm  Facies  por_bins\n",
       "0  5.884729  777.927713       3  6.857143\n",
       "1  5.579639  741.831286       3  6.857143\n",
       "2  3.732165  720.502871       3  2.285714\n",
       "3  3.081551  545.878794       3  2.285714\n",
       "4  9.079613  888.300959       3  6.857143"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nbins = 8\n",
    "por_bins = np.linspace(pormin,pormax,nbins)     # set the bin boundaries and then the centroids for plotting\n",
    "por_centroids = np.linspace((por_bins[0]+por_bins[1])*0.5,(por_bins[nbins-2]+por_bins[nbins-1])*0.5,nbins-1)\n",
    "df['por_bins'] = pd.cut(df['Por'], por_bins,labels = por_centroids) # cut on bondaries and lable with centroids \n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then we calculate the conditional statistics and add to our custom plot."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cond_exp = df.groupby('por_bins')['Perm'].mean() # calculate conditional statistics\n",
    "cond_P90 = df.groupby('por_bins')['Perm'].quantile(.9)\n",
    "cond_P10 = df.groupby('por_bins')['Perm'].quantile(.1)\n",
    "\n",
    "my_scatterplot(por,pormin,pormax,'Porosity (%)',perm,permmin,permmax,'Permeability (mD)','Permeability vs. Porosity')\n",
    "plt.plot(por_centroids,cond_exp,color='black',label='Expectation'); plt.scatter(por_centroids,cond_exp,color='red',edgecolor='black',zorder=10) \n",
    "plt.plot(por_centroids,cond_P90,'r--',color='black',linewidth = 1.0,label='P90')\n",
    "plt.plot(por_centroids,cond_P10,'r-.',color='black',linewidth = 1.0,label='P10')\n",
    "plt.legend(loc='lower right')\n",
    "plt.subplots_adjust(left=0.0,bottom=0.0,right=1.0,top=1.1); plt.show() # set plot size"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Bivariate Joint Distributions\n",
    "\n",
    "We may also want to visualize the bivariate joint distributions in our data. We can use the [seaborn](https://seaborn.pydata.org/) Python package to accomplish this with a kernel density estimate plot."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.kdeplot(data=df, x=\"Por\", y=\"Perm\",cmap=sns.color_palette(\"inferno\", as_cmap=True),levels=np.linspace(0.05,0.9,10),bw_adjust = 0.4,alpha=0.3,label =\"Train Density\",shade=True,cbar=True) # estimate joint PDF\n",
    "plt.scatter(x=por,y=perm,s=10,marker='o',color='black',alpha=0.1) # add the data scatter plot\n",
    "plt.xlabel('Porosity (%)'); plt.ylabel('Permeability (mD)'); plt.title('Permeability - Porosity, Joint Density Plot') # axes labels\n",
    "plt.xlim([pormin,pormax]); plt.ylim([permmin,permmax]); plt.grid() # add grid\n",
    "plt.subplots_adjust(left=0.0,bottom=0.0,right=1.5,top=1.6); plt.show() # set plot size"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Bivariate Marginals and Joint Distributions\n",
    "\n",
    "We may also want to visualize the bivariate marginal and joint distributions together. We can use the [seaborn](https://seaborn.pydata.org/) Python package to accomplish this with a joint plot."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(x='Por',y='Perm',data=df,kind='kde',xlim=[pormin,pormax],ylim=[permmin,permmax],shade = False,n_levels=10,cmap=plt.cm.inferno,thresh = 0.01);\n",
    "plt.subplots_adjust(left=0.0,bottom=0.0,right=1.0,top=1.1); plt.show() # set plot size"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Bivariate Marginals and Joint Distributions with Multiple Populations\n",
    "\n",
    "Let's repeat the previous bivariate plot with separate populations, facies."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(data=df, x='Por', y='Perm', kind='kde',hue='Facies',xlim=[pormin,pormax],ylim=[permmin,permmax],palette=plt.cm.Dark2)\n",
    "plt.subplots_adjust(left=0.0,bottom=0.0,right=1.0,top=1.1); plt.show() # set plot size"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Bivariate Binned Marginals and Joint Distributions\n",
    "\n",
    "Finally we can bin the bivariate marginals and joint distributions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(x='Por',y='Perm',data=df,kind='hist',xlim=[pormin,pormax],ylim=[permmin,permmax]);\n",
    "plt.subplots_adjust(left=0.0,bottom=0.0,right=1.0,top=1.1); plt.show() # set plot size"
   ]
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   "source": [
    "#### Comments\n",
    "\n",
    "This was a basic overview of bivariate visualization for data science basics in Python. I share all of my university educational content to support my students and working professionals. Go here for an inventory of my [shared educational resources](https://michaelpyrcz.com/my-resources).\n",
    "\n",
    "I hope this we helpful,\n",
    "\n",
    "Michael\n",
    "\n",
    "#### More About The Author:\n",
    "\n",
    "### Michael Pyrcz, Associate Professor, The University of Texas at Austin \n",
    "*Novel Data Analytics, Geostatistics and Machine Learning Subsurface Solutions*\n",
    "\n",
    "With over 17 years of experience in subsurface consulting, research and development, Michael has returned to academia driven by his passion for teaching and enthusiasm for enhancing engineers' and geoscientists' impact in subsurface resource development. \n",
    "\n",
    "For more about Michael check out these links:\n",
    "\n",
    "#### [Twitter](https://twitter.com/geostatsguy) | [GitHub](https://github.com/GeostatsGuy) | [Website](http://michaelpyrcz.com) | [GoogleScholar](https://scholar.google.com/citations?user=QVZ20eQAAAAJ&hl=en&oi=ao) | [Book](https://www.amazon.com/Geostatistical-Reservoir-Modeling-Michael-Pyrcz/dp/0199731446) | [YouTube](https://www.youtube.com/channel/UCLqEr-xV-ceHdXXXrTId5ig)  | [LinkedIn](https://www.linkedin.com/in/michael-pyrcz-61a648a1)"
   ]
  },
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    "slideshow": {
     "slide_type": "-"
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   "source": [
    "#### Want to Work Together?\n",
    "\n",
    "I hope this content is helpful to those that want to learn more about subsurface modeling, data analytics and machine learning. Students and working professionals are welcome to participate.\n",
    "\n",
    "* Want to invite me to visit your company for training, mentoring, project review, workflow design and / or consulting? I'd be happy to drop by and work with you! \n",
    "\n",
    "* Interested in partnering, supporting my graduate student research or my Subsurface Data Analytics and Machine Learning consortium (co-PIs including Profs. Foster, Torres-Verdin and van Oort)? My research combines data analytics, stochastic modeling and machine learning theory with practice to develop novel methods and workflows to add value. We are solving challenging subsurface problems!\n",
    "\n",
    "* I can be reached at mpyrcz@austin.utexas.edu.\n",
    "\n",
    "I'm always happy to discuss,\n",
    "\n",
    "*Michael*\n",
    "\n",
    "Michael Pyrcz, Ph.D., P.Eng. Associate Professor The Hildebrand Department of Petroleum and Geosystems Engineering, Bureau of Economic Geology, The Jackson School of Geosciences, The University of Texas at Austin"
   ]
  }
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